Artificial Intelligence (AI) and Machine Learning (ML) refine digital ad performance by analysing user intent, timing, and creative variations. Predictive models recommend ad placements with the highest conversion probability, while adaptive algorithms auto-optimise bids and copy. This approach helps marketers enhance CTR, reduce spend, and drive relevance at scale.